Phases and Architectures in Metal/Metal Oxide Systems Driven by Strong Metal-Support Interactions

13 October 2025, Version 1
This content is an early or alternative research output and has not been peer-reviewed by Cambridge University Press at the time of posting.

Abstract

Oxide supported metal catalysts are widely applied in industrial processes. Many of these materials dynamically evolve under reducing atmospheres leading to metal nanoparticles partially or fully encapsulated by oxide shells, impacting catalytic performance. This phenomenon is known as strong metal-support interaction (SMSI) and it is thermodynamically driven. However, understanding the metal/metal oxide interfaces derived from the broad and flexible compositional space and the large structural changes in SMSI structures are difficult to monitor experimentally. Here, we use density functional theory together with machine learning interatomic potentials, and global minima optimization to investigate SMSI by building a set of interfaces between common catalytic metals (Ni, Pd, Pt) and reducible oxides (r-TiO2, CeO2, In2O3) at different reduction levels. Phase diversity arises from the competition between the formation of different metal oxides or binary alloys, while the local properties of the suboxide layers are responsible for the final architecture and composition determining the electronic properties of the material. Two descriptors related to the competition between alloy and oxide formation are proposed to elucidate the phase diversity. Our work provides a systematic approach to advance the design of SMSI-based catalytic materials by offering insights into the atomic-level architecture of the metal/metal oxide interfaces.

Keywords

Strong metal-support interactions
Interfaces
Reducible metal oxides
Density functional theory
Machine learning interatomic potential

Supplementary materials

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Supporting Information
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Extended methodology description, supporting tables, and supporting figures.
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